MétaCan
Menu
Back to cohort
Record W2346651564 · doi:10.5430/jha.v5n4p61

A unique partnership between a health system’s insurance plan and the Integrative Medicine Department benefits patients and helps control costs

2016· article· en· W2346651564 on OpenAlexvenueno aff
Maureen Anderson, Karen Armstrong, Katherine Nori Janosz, Michael Tocco, Nancy A DeVore, Geoffrey Stachura, Linda Styczynski, Karen Stachura, Hallie Armstrong, Gail Elliott Patricolo

Bibliographic record

VenueJournal of Hospital Administration · 2016
Typearticle
Languageen
FieldMedicine
TopicComplementary and Alternative Medicine Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral partnershipModalitiesHealth carePlan (archaeology)Health planMedicineBusinessControl (management)Health insuranceInstitutionFamily medicineNursingFinanceManagementPolitical science

Abstract

fetched live from OpenAlex

Health care costs continue to increase, affecting patients and insurance providers. Complementary health approaches are increasingly used to augment traditional medicine, and integrative medicine (IM) incorporates these complementary approaches into traditional patient care. The IM Department was established in our institution in 2004 and now offers a wide range of services to patients. Our institution offers health care coverage to all benefit-eligible hospital personnel and their eligible dependents. The use of IM has had a surprising and beneficial effect on the health care costs of this small, self-insured health plan. We found that the coverage of certain IM modalities for specific conditions had positive clinical results and resulted in significant cost savings to the insurance plan. At the same time, this partnership supports patients by providing appropriate and effective care, and we have seen success in terms of patient recovery and patient satisfaction. Here, we present the history of the relationship between the insurance plan and the IM Department, how the coverage of IM modalities has expanded, and the current practice at our institution. We demonstrate that this innovative relationship has benefitted patients and resulted in cost-savings for the insurance provider. Therefore, this partnership will continue to expand, thus providing patients with a wide range of treatment options and effective care.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.035
Threshold uncertainty score0.252

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.022
GPT teacher head0.302
Teacher spread0.279 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2016
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Hospital AdministrationSame topicComplementary and Alternative Medicine StudiesFrench-language works237,207